Individuals’ experiences of the integration of substance use/addiction and HIV/AIDS services in community settings: a qualitative systematic review protocol
Bibliographic record
Abstract
OBJECTIVE: The objectives of this systematic review are: i) to identify, appraise, and synthesize the best available evidence on individuals' experiences of the integration of substance use/addiction and HIV/AIDS services in community settings, and ii) to identify barriers to and facilitators of the integration of the services. INTRODUCTION: The integration of drug use treatment and HIV services has shown to improve HIV prevention, decrease HIV infection and progression, while improving access to social and support services among substance users. Combined pharmacological and behavioral drug use treatments have been proven to diminish behaviors that increase HIV risk, decrease incidence of the disease, and improve adherence to antiretroviral therapy among individuals who use drugs and are HIV-positive. INCLUSION CRITERIA: The populations of interest in this review include patients who have experienced integrated substance use/addiction and HIV services, as well as health care professionals and policy makers who have been involved in developing or implementing integrated substance use/addiction and HIV/AIDS services. Eligible studies will focus on the views, attitudes, understandings, and perceptions of patients, health care professionals, and policy makers resulting from experience in developing or implementing strategies that have or could inform the integration of substance use/addiction and HIV/AIDS services in community settings. METHODS: Searches will be conducted in MEDLINE, Embase, PsycINFO, and CINHAL. The search for unpublished studies will include OpenGrey, Grey Matters, New York Academy of Medicine's Grey Literature Report, ClinicalTrials.gov, and the WHO International Clinical Trials Registry Platform. Selected studies will be critically appraised by two independent reviewers for methodological quality. Data will be extracted and then synthesized following the JBI meta-aggregative approach. SYSTEMATIC REVIEW REGISTRATION NUMBER: PROSPERO CRD42020185858.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.121 | 0.072 |
| Meta-epidemiology (narrow) | 0.003 | 0.004 |
| Meta-epidemiology (broad) | 0.007 | 0.008 |
| Bibliometrics | 0.016 | 0.013 |
| Science and technology studies | 0.006 | 0.006 |
| Scholarly communication | 0.005 | 0.007 |
| Open science | 0.005 | 0.007 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.041 | 0.003 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".